@ARTICLE{
author={Yu Shuhua,Jakovetic Dusan,Kar Soummya},
year={2026},
title={Smoothed Gradient Clipping and Error Feedback for Decentralized Optimization Under Symmetric Heavy-Tailed Noise},
journal={SIAM JOURNAL ON OPTIMIZATION},
volume={36},
number={2},
pages={703-728},
document_type={Article},
} 

@ARTICLE{
author={Armacki Aleksandar,Yu Shuhua,Bajovic Dragana,Jakovetic Dusan,Kar Soummya},
year={2026},
title={Large Deviation Upper Bounds and Improved Mse Rates of Nonlinear Sgd: Heavy-Tailed Noise and Power of Symmetry},
journal={SIAM JOURNAL ON OPTIMIZATION},
volume={36},
number={1},
pages={32-59},
document_type={Article},
} 

@ARTICLE{
author={Armacki Aleksandar,Yu Shuhua,Sharma Pranay,Joshi Gauri,Bajovic Dragana,Jakovetic Dusan,Kar Soummya},
year={2025},
title={High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise},
journal={INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS},
volume={258},
number={},
pages={-},
document_type={Proceedings Paper},
}